{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "356afc17-3d1f-435a-8aa1-2c95d0a6d792",
   "metadata": {},
   "source": [
    "# Моудь 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6790d34f-fd0f-4ff3-a1d4-5ebb2e85bacb",
   "metadata": {},
   "source": [
    "Эта серия курсов использует вычислительный подход социальных наук к работе с городскими данными. \n",
    "\n",
    "Он использует записные книжки Python и Jupyter для ознакомления с кодированием и статистическими методами."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9502b38d-8b9a-47b0-a057-49968f7fdc0c",
   "metadata": {},
   "source": [
    "После завершения этого курса студенты могут систематически и эффективно управлять, анализировать и визуализировать пространственные данные с помощью Python, а также критически оценивать доступные методы. В дополнение к навыкам обработки и анализа географических данных (например, чтение и запись файлов, управление системами координат, анализ наложений, сетевой анализ) в Python,"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfd773a6-df5c-40fd-b522-db0a875b8488",
   "metadata": {},
   "source": [
    "## Среда курса"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b7b79f7-bdac-40dd-b756-82e8f21248b5",
   "metadata": {},
   "source": [
    "В ходе этого курса мы будем использовать различные инструменты и приложения для программирования:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "529cd1e1-655c-4135-9d87-7df5f3a20138",
   "metadata": {},
   "source": [
    "1. JupyterLab для фактического программирования"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c43ce58-033e-4e39-bc87-8c8dec814612",
   "metadata": {},
   "source": [
    "### Ячейки интерактивного кода "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a640898e-1f22-456a-8fc3-b7ac5fb059b8",
   "metadata": {},
   "source": [
    "JupyerLab — это пользовательский веб-интерфейс с открытым исходным кодом для работы с данными. \n",
    "\n",
    "Интерфейс JupyterLab состоит из различных компонентов, таких как файловый браузер, терминал, средство просмотра изображений, консоль, текстовый редактор и т. д."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae1f8244-e16c-45f7-b1a6-4db48e96656d",
   "metadata": {},
   "source": [
    "Блокноты Jupyter (расширение имени файла .ipynb) — это документы в среде JupyterLab, которые содержат компьютерный код и элементы форматированного текста (рисунки, ссылки и т. д.). Блокноты Jupyter идеально подходят для документирования рабочего процесса обработки данных в интерактивном формате."
   ]
  },
  {
   "attachments": {
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    }
   },
   "cell_type": "markdown",
   "id": "e68d5aec-c498-4381-90ab-bee24c403dd8",
   "metadata": {},
   "source": [
    "![image.png](attachment:b97a63c7-b87f-4463-a1c4-9e1f46a28a39.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8096a645-98d5-427d-a17d-93c5f914d91e",
   "metadata": {},
   "source": [
    "Базовый вид JupyterLab "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b7563af3-914a-4f11-9a9e-36da2a7c97d4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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